Generalizability in real-world trials

Abstract

Real-world evidence (RWE) trials have a key advantage over conventional randomized controlled trials (RCTs) due to their possibly higher external validity. This allows for better generalizability of results to larger populations, which is essential for evidence-based decision making in clinical medicine, pharmacoepidemiology, and health policy. Random sampling of RWE trial participants is regarded the gold standard for generalizability. Additionally, the use of sample correction procedures can increase the generalizability of trial results, even when using non-randomly sampled real-world data (RWD). This study presents descriptive evidence on the extent to which the design of currently planned or already conducted RWD/E trials takes sampling into account. It also examines whether random sampling or procedures for correcting non-random samples are considered. Based on text-mining of publicly available metadata provided during registrations of RWD/E trials on clinicaltrials.gov, EU-PAS, and the OSF-RWE registry, it is shown that the share of RWD/E trial registrations with information on sampling increased from 65.27% in 2002 to 97.43% in 2022, with a corresponding increase from 14.79% to 28.30% for trials with random samples. For RWD/E trials with non-random samples, there is an increase from 0.00% to 0.22% of trials in which sample correction procedures are used. We conclude that the potential benefits of RWD in terms of generalizing trial results are not yet being fully realized.

Competing Interest Statement

The authors have declared no competing interest.

Funding Statement

This study did not receive any funding

Author Declarations

I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.

Yes

I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.

Yes

I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).

Yes

I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.

Yes

Data Availability

All data produced in the present study are available upon reasonable request to the authors

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